That's it! I forgot that a while back some kind of seal sorta rotted out and fell out! Hard to install new one?
AS JTB mentioned, you'll want to be sure there weren't two, previous owners have been known..., and that if there was just the one, that all of it is out. Look in ther with a light.
If its all clear, you should be able to see the aluminum that it will seat upon, and the drive shaft coming up the center, then just press the new one in, hand pressure should be enough. A tube or socket of the correct size to keep it from getting cocked on the way in.
Eazy peazy.